HOW THE ASSESSMENT WORKS
How GradFax combines research frameworks to suggest an education type.
The education type classifications ("Liberal Arts Explorer," "Pre-Professional Achiever," etc.) are GradFax's interpretations based on established psychological and educational frameworks (Holland Code, VARK, Kolb Learning Styles, Big Five Personality, and Self-Determination Theory). These results are suggestions to guide your college search, not clinical diagnoses or guarantees.
Questions adapt ideas from the cited frameworks and GradFax-designed prompts. A self-reported learning preference is not a proven way to match teaching methods or predict better outcomes. Results should be used as one tool among many in your college decision process. See the research review on learning-style matching.
John Holland's theory proposes that people and work environments can be classified into six types: Realistic, Investigative, Artistic, Social, Enterprising, and Conventional. Your top three codes form a profile for exploring career and academic interests.
Source: Holland, J.L. (1997). Making Vocational Choices: A Theory of Vocational Personalities and Work Environments (3rd ed.). Psychological Assessment Resources.
Public resource: O*NET OnLine Interest Profiler
The VARK model identifies four primary learning preferences: Visual (diagrams, charts), Auditory (listening, discussion), Read/Write (text-based learning), and Kinesthetic (hands-on experience). These answers describe formats you say you enjoy. They do not establish a fixed learning type or show that matching instruction to that preference improves learning.
Source: Fleming, N.D. & Mills, C. (1992). Not Another Inventory, Rather a Catalyst for Reflection. To Improve the Academy, 11, 137-155.
Public resource: VARK Learn
David Kolb's model maps learners on two axes: how you perceive information (concrete experience vs. abstract conceptualization) and how you process it (reflective observation vs. active experimentation). This produces four learning styles: Diverger, Assimilator, Converger, and Accommodator.
Source: Kolb, D.A. (1984). Experiential Learning: Experience as the Source of Learning and Development. Prentice-Hall.
Public resource: Learning From Experience
The Big Five (also called OCEAN) is the most widely accepted personality model in psychology. It measures Openness, Conscientiousness, Extraversion, Agreeableness, and Neuroticism. We add Intellectual Curiosity as a sub-facet particularly relevant to education fit. These traits predict academic success, social preferences, and career alignment.
Source: Goldberg, L.R. (1993). The Structure of Phenotypic Personality Traits. American Psychologist, 48(1), 26-34.
Public resource: IPIP (International Personality Item Pool)
Our original questions capture education-specific preferences that academic frameworks don't cover: motivation for attending college, campus size and setting preferences, class size, experiential learning priority, social life importance, and decision criteria.
Source: None. Unlike the five frameworks above, this section is not a published instrument. These are questions GradFax wrote to capture preferences the academic frameworks do not ask about. They have not been validated against any external measure, and they only sort your answers, they do not diagnose anything.
These questions measure four dimensions that shape how you navigate college decisions: your need for autonomy (structured vs. self-directed paths), belonging (community vs. independence), identity status (how settled you are on a direction), and family college knowledge (first-generation vs. college-experienced families). These factors influence which support systems and campus environments will help you thrive.
Sources: Deci, E.L. & Ryan, R.M. (2000). Self-Determination Theory. American Psychologist, 55(1), 68-78. Marcia, J.E. (1966). Development and validation of ego-identity status. Journal of Personality and Social Psychology, 3(5), 551-558.
Each of the 6 education types (Liberal Arts Explorer, Pre-Professional Achiever, Research Scholar, Creative Innovator, Social Impact Leader, Technical Specialist) has a weighted affinity profile across all 33+ dimensions measured by the 6 frameworks above.
When you complete the assessment, your answers produce dimension scores. We multiply each dimension score by the type's weight for that dimension, sum the results, and rank all 6 types. Your top-scoring type is your primary education type, with the percentage showing relative strength.
This approach means your type reflects a combination of career interests, learning style, personality, and education preferences -- not just one factor in isolation.